Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 8343 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 13 |
f2f_total_12 has constant value "0" | Constant |
webinar_total_12 has constant value "0" | Constant |
f2f_total_03 is highly correlated with f2f_total_06 and 1 other fields | High correlation |
f2f_total_06 is highly correlated with f2f_total_03 and 1 other fields | High correlation |
f2f_total_09 is highly correlated with f2f_total_03 and 1 other fields | High correlation |
is_cardiologist is highly correlated with is_gp | High correlation |
is_gp is highly correlated with is_cardiologist | High correlation |
gender_female is highly correlated with gender_male | High correlation |
gender_male is highly correlated with gender_female | High correlation |
hospital is highly correlated with office | High correlation |
office is highly correlated with hospital | High correlation |
f2f_total_03 is highly correlated with f2f_total_06 and 1 other fields | High correlation |
f2f_total_06 is highly correlated with f2f_total_03 and 1 other fields | High correlation |
f2f_total_09 is highly correlated with f2f_total_03 and 1 other fields | High correlation |
is_cardiologist is highly correlated with is_gp | High correlation |
is_gp is highly correlated with is_cardiologist | High correlation |
gender_female is highly correlated with gender_male | High correlation |
gender_male is highly correlated with gender_female | High correlation |
hospital is highly correlated with office | High correlation |
office is highly correlated with hospital | High correlation |
f2f_total_06 is highly correlated with f2f_total_09 | High correlation |
f2f_total_09 is highly correlated with f2f_total_06 | High correlation |
is_cardiologist is highly correlated with is_gp | High correlation |
is_gp is highly correlated with is_cardiologist | High correlation |
gender_female is highly correlated with gender_male | High correlation |
gender_male is highly correlated with gender_female | High correlation |
hospital is highly correlated with office | High correlation |
office is highly correlated with hospital | High correlation |
hospital is highly correlated with office and 2 other fields | High correlation |
gender_male is highly correlated with gender_female | High correlation |
rep_id is highly correlated with is_cardiologist and 1 other fields | High correlation |
office is highly correlated with hospital and 2 other fields | High correlation |
f2f_total_03 is highly correlated with is_cardiologist and 3 other fields | High correlation |
is_cardiologist is highly correlated with hospital and 4 other fields | High correlation |
f2f_total_06 is highly correlated with f2f_total_03 and 1 other fields | High correlation |
gender_female is highly correlated with gender_male | High correlation |
webinar_total_03 is highly correlated with webinar_total_06 | High correlation |
webinar_total_06 is highly correlated with webinar_total_03 | High correlation |
is_gp is highly correlated with hospital and 4 other fields | High correlation |
f2f_total_09 is highly correlated with f2f_total_03 and 1 other fields | High correlation |
conference_total_03 is highly correlated with webinar_total_12 and 1 other fields | High correlation |
is_cardiologist is highly correlated with is_gp and 2 other fields | High correlation |
office is highly correlated with webinar_total_12 and 2 other fields | High correlation |
is_gp is highly correlated with is_cardiologist and 2 other fields | High correlation |
gender_female is highly correlated with webinar_total_12 and 2 other fields | High correlation |
webinar_total_12 is highly correlated with conference_total_03 and 11 other fields | High correlation |
conference_total_09 is highly correlated with webinar_total_12 and 1 other fields | High correlation |
hospital is highly correlated with office and 2 other fields | High correlation |
conference_total_06 is highly correlated with webinar_total_12 and 1 other fields | High correlation |
gender_male is highly correlated with gender_female and 2 other fields | High correlation |
conference_total_12 is highly correlated with webinar_total_12 and 1 other fields | High correlation |
webinar_total_09 is highly correlated with webinar_total_12 and 1 other fields | High correlation |
f2f_total_12 is highly correlated with conference_total_03 and 11 other fields | High correlation |
email_open_total_03 has 3095 (37.1%) zeros | Zeros |
email_open_total_06 has 3026 (36.3%) zeros | Zeros |
email_open_total_09 has 3124 (37.4%) zeros | Zeros |
email_open_total_12 has 3041 (36.4%) zeros | Zeros |
f2f_total_03 has 2152 (25.8%) zeros | Zeros |
f2f_total_06 has 2147 (25.7%) zeros | Zeros |
f2f_total_09 has 2486 (29.8%) zeros | Zeros |
webinar_total_03 has 7586 (90.9%) zeros | Zeros |
webinar_total_06 has 7596 (91.0%) zeros | Zeros |
prescription_total has 1527 (18.3%) zeros | Zeros |
Reproduction
| Analysis started | 2021-06-01 14:56:51.758083 |
|---|---|
| Analysis finished | 2021-06-01 14:57:10.023034 |
| Duration | 18.26 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 153 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 154.2720844 |
| Minimum | 100 |
|---|---|
| Maximum | 252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 102 |
| Q1 | 124 |
| median | 149 |
| Q3 | 185 |
| 95-th percentile | 218 |
| Maximum | 252 |
| Range | 152 |
| Interquartile range (IQR) | 61 |
Descriptive statistics
| Standard deviation | 36.61065761 |
|---|---|
| Coefficient of variation (CV) | 0.2373122639 |
| Kurtosis | -0.8445532806 |
| Mean | 154.2720844 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 0.3773892915 |
| Sum | 1287092 |
| Variance | 1340.34025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 102 | 360 | 4.3% |
| 145 | 201 | 2.4% |
| 191 | 175 | 2.1% |
| 147 | 175 | 2.1% |
| 125 | 172 | 2.1% |
| 129 | 143 | 1.7% |
| 151 | 135 | 1.6% |
| 124 | 132 | 1.6% |
| 153 | 126 | 1.5% |
| 105 | 126 | 1.5% |
| Other values (143) | 6598 |
| Value | Count | Frequency (%) |
| 100 | 91 | 1.1% |
| 101 | 79 | 0.9% |
| 102 | 360 | |
| 103 | 33 | 0.4% |
| 104 | 31 | 0.4% |
| 105 | 126 | 1.5% |
| 106 | 123 | 1.5% |
| 107 | 119 | 1.4% |
| 108 | 55 | 0.7% |
| 109 | 29 | 0.3% |
| Value | Count | Frequency (%) |
| 252 | 1 | < 0.1% |
| 251 | 1 | < 0.1% |
| 250 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 3 | < 0.1% |
| 246 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 244 | 14 | |
| 243 | 1 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 | |
|---|---|
| 1 | 737 |
| 2 | 38 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7568 | |
| 1 | 737 | 8.8% |
| 2 | 38 | 0.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 7568 | |
| 1 | 737 | 8.8% |
| 2 | 38 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7568 | |
| 1 | 737 | 8.8% |
| 2 | 38 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7568 | |
| 1 | 737 | 8.8% |
| 2 | 38 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7568 | |
| 1 | 737 | 8.8% |
| 2 | 38 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7568 | |
| 1 | 737 | 8.8% |
| 2 | 38 | 0.5% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 43 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7521 | |
| 1 | 779 | 9.3% |
| 2 | 43 | 0.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 7521 | |
| 1 | 779 | 9.3% |
| 2 | 43 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7521 | |
| 1 | 779 | 9.3% |
| 2 | 43 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7521 | |
| 1 | 779 | 9.3% |
| 2 | 43 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7521 | |
| 1 | 779 | 9.3% |
| 2 | 43 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7521 | |
| 1 | 779 | 9.3% |
| 2 | 43 | 0.5% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 27 |
| 3 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7551 | |
| 1 | 763 | 9.1% |
| 2 | 27 | 0.3% |
| 3 | 2 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 7551 | |
| 1 | 763 | 9.1% |
| 2 | 27 | 0.3% |
| 3 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7551 | |
| 1 | 763 | 9.1% |
| 2 | 27 | 0.3% |
| 3 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7551 | |
| 1 | 763 | 9.1% |
| 2 | 27 | 0.3% |
| 3 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7551 | |
| 1 | 763 | 9.1% |
| 2 | 27 | 0.3% |
| 3 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7551 | |
| 1 | 763 | 9.1% |
| 2 | 27 | 0.3% |
| 3 | 2 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 30 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7533 | |
| 1 | 779 | 9.3% |
| 2 | 30 | 0.4% |
| 3 | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 7533 | |
| 1 | 779 | 9.3% |
| 2 | 30 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7533 | |
| 1 | 779 | 9.3% |
| 2 | 30 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7533 | |
| 1 | 779 | 9.3% |
| 2 | 30 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7533 | |
| 1 | 779 | 9.3% |
| 2 | 30 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7533 | |
| 1 | 779 | 9.3% |
| 2 | 30 | 0.4% |
| 3 | 1 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9858564066 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 3095 |
| Zeros (%) | 37.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.9911095483 |
|---|---|
| Coefficient of variation (CV) | 1.005328506 |
| Kurtosis | 1.031497074 |
| Mean | 0.9858564066 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.014062707 |
| Sum | 8225 |
| Variance | 0.9822981367 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3107 | |
| 0 | 3095 | |
| 2 | 1490 | |
| 3 | 503 | 6.0% |
| 4 | 114 | 1.4% |
| 5 | 32 | 0.4% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3095 | |
| 1 | 3107 | |
| 2 | 1490 | |
| 3 | 503 | 6.0% |
| 4 | 114 | 1.4% |
| 5 | 32 | 0.4% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 32 | 0.4% |
| 4 | 114 | 1.4% |
| 3 | 503 | 6.0% |
| 2 | 1490 | |
| 1 | 3107 | |
| 0 | 3095 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.022414 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 3026 |
| Zeros (%) | 36.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.01137196 |
|---|---|
| Coefficient of variation (CV) | 0.9892000308 |
| Kurtosis | 0.6611379464 |
| Mean | 1.022414 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9391927051 |
| Sum | 8530 |
| Variance | 1.022873242 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3026 | |
| 1 | 3019 | |
| 2 | 1586 | |
| 3 | 539 | 6.5% |
| 4 | 144 | 1.7% |
| 5 | 28 | 0.3% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3026 | |
| 1 | 3019 | |
| 2 | 1586 | |
| 3 | 539 | 6.5% |
| 4 | 144 | 1.7% |
| 5 | 28 | 0.3% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 5 | 28 | 0.3% |
| 4 | 144 | 1.7% |
| 3 | 539 | 6.5% |
| 2 | 1586 | |
| 1 | 3019 | |
| 0 | 3026 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9880139039 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 3124 |
| Zeros (%) | 37.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.9972872213 |
|---|---|
| Coefficient of variation (CV) | 1.009385817 |
| Kurtosis | 0.9381677242 |
| Mean | 0.9880139039 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9980709947 |
| Sum | 8243 |
| Variance | 0.9945818018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3124 | |
| 1 | 3046 | |
| 2 | 1509 | |
| 3 | 508 | 6.1% |
| 4 | 130 | 1.6% |
| 5 | 22 | 0.3% |
| 6 | 3 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3124 | |
| 1 | 3046 | |
| 2 | 1509 | |
| 3 | 508 | 6.1% |
| 4 | 130 | 1.6% |
| 5 | 22 | 0.3% |
| 6 | 3 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 3 | < 0.1% |
| 5 | 22 | 0.3% |
| 4 | 130 | 1.6% |
| 3 | 508 | 6.1% |
| 2 | 1509 | |
| 1 | 3046 | |
| 0 | 3124 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.005633465 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 3041 |
| Zeros (%) | 36.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.9990846462 |
|---|---|
| Coefficient of variation (CV) | 0.9934878669 |
| Kurtosis | 0.8401131661 |
| Mean | 1.005633465 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9727254529 |
| Sum | 8390 |
| Variance | 0.9981701303 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3087 | |
| 0 | 3041 | |
| 2 | 1533 | |
| 3 | 522 | 6.3% |
| 4 | 133 | 1.6% |
| 5 | 23 | 0.3% |
| 6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3041 | |
| 1 | 3087 | |
| 2 | 1533 | |
| 3 | 522 | 6.3% |
| 4 | 133 | 1.6% |
| 5 | 23 | 0.3% |
| 6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 4 | < 0.1% |
| 5 | 23 | 0.3% |
| 4 | 133 | 1.6% |
| 3 | 522 | 6.3% |
| 2 | 1533 | |
| 1 | 3087 | |
| 0 | 3041 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.171760758 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 2152 |
| Zeros (%) | 25.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.196498675 |
|---|---|
| Coefficient of variation (CV) | 1.011390719 |
| Kurtosis | 5.622076836 |
| Mean | 2.171760758 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.73924521 |
| Sum | 18119 |
| Variance | 4.824606429 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2152 | |
| 1 | 1675 | |
| 2 | 1551 | |
| 3 | 1128 | |
| 4 | 771 | 9.2% |
| 5 | 475 | 5.7% |
| 6 | 242 | 2.9% |
| 7 | 144 | 1.7% |
| 8 | 81 | 1.0% |
| 9 | 36 | 0.4% |
| Other values (10) | 88 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 2152 | |
| 1 | 1675 | |
| 2 | 1551 | |
| 3 | 1128 | |
| 4 | 771 | 9.2% |
| 5 | 475 | 5.7% |
| 6 | 242 | 2.9% |
| 7 | 144 | 1.7% |
| 8 | 81 | 1.0% |
| 9 | 36 | 0.4% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 18 | 5 | 0.1% |
| 17 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 4 | < 0.1% |
| 14 | 7 | 0.1% |
| 13 | 7 | 0.1% |
| 12 | 10 | 0.1% |
| 11 | 21 | |
| 10 | 29 |
f2f_total_06
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.221503056 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 2147 |
| Zeros (%) | 25.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.278464489 |
|---|---|
| Coefficient of variation (CV) | 1.025640942 |
| Kurtosis | 4.834519456 |
| Mean | 2.221503056 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.717823703 |
| Sum | 18534 |
| Variance | 5.191400426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2147 | |
| 1 | 1731 | |
| 2 | 1379 | |
| 3 | 1194 | |
| 4 | 771 | 9.2% |
| 5 | 496 | 5.9% |
| 6 | 232 | 2.8% |
| 7 | 138 | 1.7% |
| 8 | 88 | 1.1% |
| 9 | 57 | 0.7% |
| Other values (10) | 110 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 2147 | |
| 1 | 1731 | |
| 2 | 1379 | |
| 3 | 1194 | |
| 4 | 771 | 9.2% |
| 5 | 496 | 5.9% |
| 6 | 232 | 2.8% |
| 7 | 138 | 1.7% |
| 8 | 88 | 1.1% |
| 9 | 57 | 0.7% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 6 | 0.1% |
| 15 | 8 | 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 14 | |
| 12 | 21 | |
| 11 | 24 | |
| 10 | 30 |
f2f_total_09
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 18 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.924247872 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 2486 |
| Zeros (%) | 29.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.021999737 |
|---|---|
| Coefficient of variation (CV) | 1.050800038 |
| Kurtosis | 4.635370616 |
| Mean | 1.924247872 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.638157258 |
| Sum | 16054 |
| Variance | 4.088482936 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2486 | |
| 1 | 1750 | |
| 2 | 1486 | |
| 3 | 1081 | |
| 4 | 702 | 8.4% |
| 5 | 386 | 4.6% |
| 6 | 202 | 2.4% |
| 7 | 106 | 1.3% |
| 8 | 57 | 0.7% |
| 9 | 34 | 0.4% |
| Other values (8) | 53 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 2486 | |
| 1 | 1750 | |
| 2 | 1486 | |
| 3 | 1081 | |
| 4 | 702 | 8.4% |
| 5 | 386 | 4.6% |
| 6 | 202 | 2.4% |
| 7 | 106 | 1.3% |
| 8 | 57 | 0.7% |
| 9 | 34 | 0.4% |
| Value | Count | Frequency (%) |
| 17 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 3 | < 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 10 | 0.1% |
| 12 | 4 | < 0.1% |
| 11 | 10 | 0.1% |
| 10 | 18 | 0.2% |
| 9 | 34 | |
| 8 | 57 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8343 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8343 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1147069399 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 7586 |
| Zeros (%) | 90.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.417092472 |
|---|---|
| Coefficient of variation (CV) | 3.636157256 |
| Kurtosis | 41.55089498 |
| Mean | 0.1147069399 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.306139986 |
| Sum | 957 |
| Variance | 0.1739661302 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7586 | |
| 1 | 621 | 7.4% |
| 2 | 95 | 1.1% |
| 3 | 29 | 0.3% |
| 4 | 5 | 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7586 | |
| 1 | 621 | 7.4% |
| 2 | 95 | 1.1% |
| 3 | 29 | 0.3% |
| 4 | 5 | 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 4 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 5 | 0.1% |
| 3 | 29 | 0.3% |
| 2 | 95 | 1.1% |
| 1 | 621 | 7.4% |
| 0 | 7586 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1323265013 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 7596 |
| Zeros (%) | 91.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5074264521 |
|---|---|
| Coefficient of variation (CV) | 3.834654791 |
| Kurtosis | 51.15379817 |
| Mean | 0.1323265013 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.889979497 |
| Sum | 1104 |
| Variance | 0.2574816042 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7596 | |
| 1 | 522 | 6.3% |
| 2 | 148 | 1.8% |
| 3 | 47 | 0.6% |
| 4 | 20 | 0.2% |
| 7 | 5 | 0.1% |
| 5 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7596 | |
| 1 | 522 | 6.3% |
| 2 | 148 | 1.8% |
| 3 | 47 | 0.6% |
| 4 | 20 | 0.2% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 5 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 7 | 5 | 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 20 | 0.2% |
| 3 | 47 | 0.6% |
| 2 | 148 | 1.8% |
| 1 | 522 | 6.3% |
| 0 | 7596 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 | |
|---|---|
| 1 | 354 |
| 2 | 32 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7956 | |
| 1 | 354 | 4.2% |
| 2 | 32 | 0.4% |
| 3 | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 7956 | |
| 1 | 354 | 4.2% |
| 2 | 32 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7956 | |
| 1 | 354 | 4.2% |
| 2 | 32 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7956 | |
| 1 | 354 | 4.2% |
| 2 | 32 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7956 | |
| 1 | 354 | 4.2% |
| 2 | 32 | 0.4% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7956 | |
| 1 | 354 | 4.2% |
| 2 | 32 | 0.4% |
| 3 | 1 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8343 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8343 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8343 |
is_cardiologist
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7340 | |
| 1 | 1003 | 12.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 7340 | |
| 1 | 1003 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7340 | |
| 1 | 1003 | 12.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7340 | |
| 1 | 1003 | 12.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7340 | |
| 1 | 1003 | 12.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7340 | |
| 1 | 1003 | 12.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8343 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7340 | |
| 0 | 1003 | 12.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 7340 | |
| 0 | 1003 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7340 | |
| 0 | 1003 | 12.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 7340 | |
| 0 | 1003 | 12.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 7340 | |
| 0 | 1003 | 12.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 7340 | |
| 0 | 1003 | 12.0% |
years_since_graduation
Real number (ℝ≥0)
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.08845739 |
| Minimum | 3 |
|---|---|
| Maximum | 68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 17 |
| median | 28 |
| Q3 | 37 |
| 95-th percentile | 46 |
| Maximum | 68 |
| Range | 65 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 12.37045419 |
|---|---|
| Coefficient of variation (CV) | 0.4566688319 |
| Kurtosis | -0.9050269057 |
| Mean | 27.08845739 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.00792055519 |
| Sum | 225999 |
| Variance | 153.028137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32 | 247 | 3.0% |
| 31 | 246 | 2.9% |
| 33 | 245 | 2.9% |
| 35 | 244 | 2.9% |
| 36 | 238 | 2.9% |
| 30 | 236 | 2.8% |
| 38 | 228 | 2.7% |
| 26 | 221 | 2.6% |
| 39 | 220 | 2.6% |
| 11 | 218 | 2.6% |
| Other values (50) | 6000 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 4 | 42 | 0.5% |
| 5 | 86 | 1.0% |
| 6 | 134 | |
| 7 | 151 | |
| 8 | 199 | |
| 9 | 202 | |
| 10 | 185 | |
| 11 | 218 | |
| 12 | 177 |
| Value | Count | Frequency (%) |
| 68 | 1 | < 0.1% |
| 63 | 2 | < 0.1% |
| 60 | 2 | < 0.1% |
| 59 | 5 | 0.1% |
| 58 | 5 | 0.1% |
| 57 | 4 | < 0.1% |
| 56 | 10 | |
| 55 | 16 | |
| 54 | 20 | |
| 53 | 24 |
gender_female
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25029 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 5468 | |
| 0.0 | 2875 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 5468 | |
| 0.0 | 2875 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11218 | |
| . | 8343 | |
| 1 | 5468 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 16686 | |
| Other Punctuation | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11218 | |
| 1 | 5468 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25029 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 11218 | |
| . | 8343 | |
| 1 | 5468 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25029 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 11218 | |
| . | 8343 | |
| 1 | 5468 |
gender_male
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25029 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 5468 | |
| 1.0 | 2875 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 5468 | |
| 1.0 | 2875 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13811 | |
| . | 8343 | |
| 1 | 2875 | 11.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 16686 | |
| Other Punctuation | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 13811 | |
| 1 | 2875 | 17.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25029 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 13811 | |
| . | 8343 | |
| 1 | 2875 | 11.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25029 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 13811 | |
| . | 8343 | |
| 1 | 2875 | 11.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25029 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 7415 | |
| 1.0 | 928 | 11.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 7415 | |
| 1.0 | 928 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15758 | |
| . | 8343 | |
| 1 | 928 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 16686 | |
| Other Punctuation | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 15758 | |
| 1 | 928 | 5.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25029 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 15758 | |
| . | 8343 | |
| 1 | 928 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25029 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 15758 | |
| . | 8343 | |
| 1 | 928 | 3.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.3 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25029 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 7415 | |
| 0.0 | 928 | 11.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 7415 | |
| 0.0 | 928 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| . | 8343 | |
| 1 | 7415 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 16686 | |
| Other Punctuation | 8343 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 7415 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25029 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| . | 8343 | |
| 1 | 7415 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25029 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| . | 8343 | |
| 1 | 7415 |
| Distinct | 66 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.243078029 |
| Minimum | 0 |
|---|---|
| Maximum | 131 |
| Zeros | 1527 |
| Zeros (%) | 18.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 65.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 14 |
| Maximum | 131 |
| Range | 131 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 6.438680739 |
|---|---|
| Coefficient of variation (CV) | 1.517455181 |
| Kurtosis | 56.14739167 |
| Mean | 4.243078029 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.599981137 |
| Sum | 35400 |
| Variance | 41.45660966 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1566 | |
| 0 | 1527 | |
| 1 | 1201 | |
| 3 | 907 | |
| 4 | 770 | |
| 5 | 444 | 5.3% |
| 6 | 412 | 4.9% |
| 7 | 291 | 3.5% |
| 8 | 216 | 2.6% |
| 10 | 157 | 1.9% |
| Other values (56) | 852 |
| Value | Count | Frequency (%) |
| 0 | 1527 | |
| 1 | 1201 | |
| 2 | 1566 | |
| 3 | 907 | |
| 4 | 770 | |
| 5 | 444 | 5.3% |
| 6 | 412 | 4.9% |
| 7 | 291 | 3.5% |
| 8 | 216 | 2.6% |
| 9 | 154 | 1.8% |
| Value | Count | Frequency (%) |
| 131 | 1 | |
| 100 | 1 | |
| 96 | 1 | |
| 83 | 1 | |
| 82 | 1 | |
| 78 | 1 | |
| 74 | 1 | |
| 73 | 1 | |
| 72 | 1 | |
| 71 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| rep_id | conference_total_03 | conference_total_06 | conference_total_09 | conference_total_12 | email_open_total_03 | email_open_total_06 | email_open_total_09 | email_open_total_12 | f2f_total_03 | f2f_total_06 | f2f_total_09 | f2f_total_12 | webinar_total_03 | webinar_total_06 | webinar_total_09 | webinar_total_12 | is_cardiologist | is_gp | years_since_graduation | gender_female | gender_male | hospital | office | prescription_total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 4 | 6 | 9 | 0 | 0 | 2 | 1 | 0 | 0 | 1 | 23 | 1.0 | 0.0 | 0.0 | 1.0 | 3 |
| 1 | 101 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 27 | 0.0 | 1.0 | 0.0 | 1.0 | 2 |
| 2 | 101 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 3 | 4 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 29 | 0.0 | 1.0 | 1.0 | 0.0 | 83 |
| 3 | 102 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 22 | 1.0 | 0.0 | 1.0 | 0.0 | 2 |
| 4 | 103 | 0 | 0 | 0 | 1 | 0 | 2 | 1 | 2 | 3 | 6 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 27 | 0.0 | 1.0 | 0.0 | 1.0 | 4 |
| 5 | 100 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 2 | 3 | 4 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 44 | 1.0 | 0.0 | 0.0 | 1.0 | 5 |
| 6 | 101 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 3 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 35 | 1.0 | 0.0 | 0.0 | 1.0 | 4 |
| 7 | 101 | 1 | 0 | 0 | 0 | 2 | 1 | 2 | 0 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 42 | 1.0 | 0.0 | 0.0 | 1.0 | 2 |
| 8 | 104 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 9 | 13 | 10 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 45 | 1.0 | 0.0 | 0.0 | 1.0 | 8 |
| 9 | 101 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 4 | 6 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 19 | 0.0 | 1.0 | 0.0 | 1.0 | 0 |
Last rows
| rep_id | conference_total_03 | conference_total_06 | conference_total_09 | conference_total_12 | email_open_total_03 | email_open_total_06 | email_open_total_09 | email_open_total_12 | f2f_total_03 | f2f_total_06 | f2f_total_09 | f2f_total_12 | webinar_total_03 | webinar_total_06 | webinar_total_09 | webinar_total_12 | is_cardiologist | is_gp | years_since_graduation | gender_female | gender_male | hospital | office | prescription_total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8333 | 116 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 21 | 0.0 | 1.0 | 0.0 | 1.0 | 9 |
| 8334 | 207 | 0 | 0 | 0 | 0 | 2 | 1 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 9 | 0.0 | 1.0 | 0.0 | 1.0 | 5 |
| 8335 | 158 | 0 | 1 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 20 | 1.0 | 0.0 | 0.0 | 1.0 | 22 |
| 8336 | 184 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 8 | 1.0 | 0.0 | 0.0 | 1.0 | 5 |
| 8337 | 152 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7 | 1.0 | 0.0 | 0.0 | 1.0 | 6 |
| 8338 | 160 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 1 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 11 | 1.0 | 0.0 | 1.0 | 0.0 | 21 |
| 8339 | 123 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 1.0 | 0.0 | 0.0 | 1.0 | 1 |
| 8340 | 116 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 16 | 1.0 | 0.0 | 0.0 | 1.0 | 3 |
| 8341 | 152 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 27 | 1.0 | 0.0 | 0.0 | 1.0 | 9 |
| 8342 | 115 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 1.0 | 0.0 | 0.0 | 1.0 | 1 |